Fat (the word) - Should it not be used?

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There have been some excellent discussions about words that have to do with food and the world of food - and whether or not these words should be consigned to the trash heap as worthless descriptors. "Foodie" was one word discussed.

What about the word "fat"? Should it be kept as descriptor or tossed? What is your opinion?